OpenStack

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A Model Context Protocol (MCP) server for OpenStack — 123 tools across 7 domains, built on openstacksdk, with stateless per-caller header auth, a declarative RESOURCES registry, and Kolla log observability.

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Architecture

LLM client (Claude / any MCP host)
        │  MCP protocol (stdio or HTTP/SSE)
        ▼
┌─────────────────────────────────────────────────────┐
│              src/core/  (package)                   │
│                                                     │
│  server.py     → CORE_SPECS table → auto-generated  │
│                  list/show/update/delete tools      │
│                  + hand-written specials            │
│  registry.py   → domain/tier tool registry          │
│  assembly.py   → per-domain FastMCP instances,      │
│                  ASGI app, shared conventions text  │
│                                                     │
│  context.os_conn(ctx) ──► os_backend.py            │
│  (per-caller creds)        openstacksdk Connection  │
│                            (Keystone app credential)│
│                                ▼                    │
│                       OpenStack APIs                │
│                       Nova · Neutron · Cinder       │
│                       Glance · Keystone · Octavia   │
│                       Placement                     │
│                                                     │
│  observability.py ──► Kolla log files (read-only)  │
│                          /var/log/kolla/*           │
└─────────────────────────────────────────────────────┘

Per-domain HTTP mounts (stateful sessions for elicitation):
  /compute/mcp   /network/mcp   /lbaas/mcp
  /storage/mcp   /image/mcp     /identity/mcp
  /observability/mcp

Each domain is an independent FastMCP instance. A shared process exposes all mounts; MCP_DOMAINS and MCP_TIERS narrow which tools are active.

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Features

• Declarative registry — CORE_SPECS table + make_list/make_show/make_update/make_delete generators; adding a new resource is one dict entry.
• Stateless per-caller auth — credentials are read from request headers on every call (HTTP) or from env vars (stdio). The server stores nothing; multiple callers with different credentials share one process safely.
• Structured error envelope — all tool errors surface as Error executing tool <name>: {"error":{"type","message","http_status?}}. Parse from the first {.
• Delete confirmation — *_delete tools use MCP elicitation to require an explicit human "delete" choice before executing. Irreversible operations cannot be triggered by an LLM alone.
• Key-columns / detail — list tools return a compact key-column view by default; pass detail=True for all fields. limit=N caps row count. all_projects=True for the admin view where supported.
• Multimount — 7 per-domain FastMCP instances served at /<domain>/mcp, each carrying a routing map in its initialize instructions so clients pick the right mount on the first try.
• Kolla log observability — log_targets, log_tail, log_trace read Kolla service log files directly from the host filesystem (mounted read-only), with time-window filtering, regex grep, and request-ID cross-service tracing.

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Documentation

• Usage — install, stdio & HTTP modes, container, and configuration reference.
• Tool Reference — all 123 tools by domain.

Quick install:

git clone https://github.com/YeeDochi/OpenStack-MCP.git
cd OpenStack-MCP
python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt

Then see Usage to run in stdio or HTTP mode.

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Extending: add a new resource

Create tools is intentionally not implemented — it is the primary extension point. To add a create tool or a new resource type:

1. Add a function in src/core/server.py or src/core/os_backend.py using openstacksdk.
2. Register it with reg.add(fn, name="...", domain="...", tier="write").
3. For a full CRUD resource, add one dict to CORE_SPECS (in src/core/specs.py); register_resources in registry.py generates the list/show/update/delete tools automatically from os_list/os_show/os_update/os_delete/update_fields.

Any OpenStack service supported by openstacksdk can be wired in this way with a handful of lines.

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Running tests

pytest -q

The test suite covers registry assembly (tool set, domains, tiers), the list/show/update/delete factories, the delete-confirmation elicitation flow, and the Kolla log backend (target resolution, time-window tailing, request-ID extraction).

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License

MIT — see LICENSE.